Renewable Energy Group AI Brand Visibility (December, 2025)

AI BRAND VISIBILITY CHART

ChatGPT Visibility Report

Executive Visibility Summary

AI Brand Visibility for Renewable Energy Group (regi.com) indicates an extremely low level of exposure in AI results, with green energy investment opportunities currently at the top of the list on a Visibility Index of 23, an average rank of 7.0, and discovery close to 25%. Across all 5 entities linked to Renewable Energy Group, the average Visibility Index is about 8, with very limited LLM confidence at roughly 11% and very limited brand discovery around 10%. For the top entity green energy investment opportunities, AI responses show limited confidence at about 33% and very strong brand match near 81%, indicating extremely low visibility quality for the strongest touchpoint. Sustainable fuel technology development also contributes to the brand’s footprint, with a Visibility Index of 19, limited discovery close to 25% and limited confidence around 21%. In summary, Renewable Energy Group has limited current reach inside AI systems, making this a baseline from which to track gains as optimization work is rolled out.

AI BRAND ENTITY REPORT

Entity	Website	Rank (Avg)	LLM Confidence	Brand Appearance (SoV)	Brand Discovery	Brand Target	Brand Match
renewable energy production solutions	regi.com	0	0%	0/0 / (0%)	0%	0	0%

sustainable fuel technology development	regi.com	14	21%	1/4 / (1.25%)	25%	13	84%

advanced biofuels and biomass	regi.com	0	0%	0/0 / (0%)	0%	0	0%

green energy investment opportunities	regi.com	7	33%	1/4 / (1.25%)	25%	13	81%

carbon management and emissions reduction	regi.com	0	0%	0/0 / (0%)	0%	0	0%

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Company Overview

Company Name: Renewable Energy Group

Website: regi.com

About:

Renewable Energy Group delivers advanced biodiesel solutions, supporting cleaner fuel choices. Our team prioritizes innovation and sustainability to meet evolving energy needs across industries nationwide.

AI Brand Visibility Targets

Relevant Entities

Renewable energy production solutions
Sustainable fuel technology development
Advanced biofuels and biomass
Green energy investment opportunities
Carbon management and emissions reduction

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About RankLens

RankLens measures how visible a brand is inside large language models (LLMs). It runs controlled sampling of AI responses, tracks where and how often your brand is mentioned, and normalizes the results into a Visibility Index so you can benchmark and track AI brand presence over time. RankLens is based on Entity-Conditioned Probing + Resampling principles.

Metric Definitions

Rank (Avg): Average ranking position of the entity across all sampling iterations (lower is better).
LLM Confidence: The normalized confidence score the LLM reports for its answers including your brand.
Brand Appearance (SoV): How many times the brand or website appears in the sampled responses out of total iterations. Share of Voice (SoV): % of all responses the AI assigned to a brand compared to all other brands.
Brand Discovery: The probability (as a percentage) that the brand appears in an LLM response for the tested entities.
Brand Target: A normalized measure based on confidence interval width showing how tightly focused the LLM responses are on the brand.
Brand Match: Accuracy of matching the results to the intended brand name or website.
Visibility Index: An overall score out of 100 combining probability, confidence, and targeting to summarize AI brand visibility.

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